DocumentCode
3391730
Title
Fuzzy inferences methodologies for cognitive informatics and computational intelligence
Author
Wang, Yingxu
Author_Institution
Dept. of Electr. & Comput. Eng., Univ. of Calgary, Calgary, AB, Canada
fYear
2009
fDate
15-17 June 2009
Firstpage
241
Lastpage
248
Abstract
A fuzzy inference is an extended form of formal inferences that enables symbolic and rigorous evaluation of the degree of a confidential level for a given causality on the basis of fuzzy expressions constructed with fuzzy sets and fuzzy logic operations. Fuzzy inferences are powerful denotational mathematical means for rigorously dealing with degrees of matters, uncertainties, and vague semantics of linguistic variables, as well as for precisely reasoning the semantics of fuzzy causalities. This paper presents a denotational mathematical framework of a set of mathematical structures of fuzzy inferences encompassing deductive, inductive, abductive, and analogical inferences. Each of the fuzzy inference processes is formally modeled and illustrated with real-world examples and cases of applications. The formalization of fuzzy inferences and methodologies enables machines to mimic complex human reasoning mechanisms in cognitive informatics, soft computing, and computational intelligence.
Keywords
cognition; fuzzy logic; fuzzy reasoning; fuzzy set theory; cognitive informatics; computational intelligence; denotational mathematical framework; fuzzy causalities; fuzzy inferences methodologies; fuzzy logic operation; fuzzy set theory; mimic complex human reasoning mechanisms; soft computing; Boolean functions; Cognitive informatics; Computational intelligence; Drives; Fuzzy logic; Fuzzy reasoning; Fuzzy sets; Mathematics; Software engineering; Uncertainty; Cognitive informatics; abduction; analogy; case studies; computational intelligence; deduction; denotational mathematics; formal inference; fuzzy abstraction; fuzzy expressions; fuzzy inference; fuzzy logic; fuzzy set; induction; mathematical models; reasoning; soft computing;
fLanguage
English
Publisher
ieee
Conference_Titel
Cognitive Informatics, 2009. ICCI '09. 8th IEEE International Conference on
Conference_Location
Kowloon, Hong Kong
Print_ISBN
978-1-4244-4642-1
Type
conf
DOI
10.1109/COGINF.2009.5250736
Filename
5250736
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